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1.
BMC Microbiol ; 23(1): 299, 2023 10 20.
Artigo em Inglês | MEDLINE | ID: mdl-37864136

RESUMO

The microbiota that colonize the human gut and other tissues are dynamic, varying both in composition and functional state between individuals and over time. Gene expression measurements can provide insights into microbiome composition and function. However, efficient and unbiased removal of microbial ribosomal RNA (rRNA) presents a barrier to acquiring metatranscriptomic data. Here we describe a probe set that achieves efficient enzymatic rRNA removal of complex human-associated microbial communities. We demonstrate that the custom probe set can be further refined through an iterative design process to efficiently deplete rRNA from a range of human microbiome samples. Using synthetic nucleic acid spike-ins, we show that the rRNA depletion process does not introduce substantial quantitative error in gene expression profiles. Successful rRNA depletion allows for efficient characterization of taxonomic and functional profiles, including during the development of the human gut microbiome. The pan-human microbiome enzymatic rRNA depletion probes described here provide a powerful tool for studying the transcriptional dynamics and function of the human microbiome.


Assuntos
Microbioma Gastrointestinal , Microbiota , Humanos , RNA Ribossômico/genética , Bactérias/genética , RNA Ribossômico 16S/genética , Microbiota/genética , Microbioma Gastrointestinal/genética
2.
BMC Oral Health ; 21(1): 245, 2021 05 07.
Artigo em Inglês | MEDLINE | ID: mdl-33962608

RESUMO

BACKGROUND: Periodontal disease represents a major health concern. The administration of beneficial microbes has been increasing in popularity over efforts to manipulate the microbes using antimicrobial agents. This study determined the ability of Streptococcus salivarius to inhibit IL-6 and IL-8 production by gingival fibroblasts when activated by periodontal pathogens and their effect on the salivary microbiome. METHODS: Primary human gingival fibroblasts were challenged with Porphyromonas gingivalis, Aggregatibacter actinomycetemcomitans and Fusobacterium nucleatum and a combination of all three. IL-6 and IL-8 cytokine release were measured. Using this same model, S. salivarius K12, M18 and different supernatant and whole-cell lysate fractions of S. salivarius K12 were administered to pathogen-induced fibroblasts. A patient study of healthy participants was also conducted to determine the effect S. salivarius K12 had on the native microbiome using 16S next generation sequence analysis. RESULTS: All pathogens tested induced a significant IL-6 and IL-8 response. S. salivarius K12 or M18, did not exhibit an increase in inflammatory cytokines. When either of the probiotic strains were co-administered with a pathogen, there were significant reductions in both IL-6 and IL-8 release. This effect was also observed when gingival fibroblasts were pre-treated with either S. salivarius K12 or M18 and then stimulated with the oral pathogens. Chewing gum containing S. salivarius K12 did not alter the salivary microbiome and did not increase inflammatory markers in the oral cavity. CONCLUSION: S. salivarius K12 and M18 prevented immune activation induced by periodontal disease pathogens. S. salivarius K12 did not alter the salivary microbiome or induce immune activation when administered as a chewing gum. These results warrant further study to determine if it may be an effective treatment in a model of periodontal disease.


Assuntos
Doenças Periodontais , Streptococcus salivarius , Aggregatibacter actinomycetemcomitans , Fusobacterium nucleatum , Humanos , Porphyromonas gingivalis
3.
BMC Bioinformatics ; 20(1): 580, 2019 Nov 15.
Artigo em Inglês | MEDLINE | ID: mdl-31729955

RESUMO

BACKGROUND: Differential abundance analysis is widely used with high-throughput sequencing data to compare gene abundance or expression between groups of samples. Many software packages exist for this purpose, but each uses a unique set of statistical assumptions to solve problems on a case-by-case basis. These software packages are typically difficult to use for researchers without command-line skills, and software that does offer a graphical user interface do not use a compositionally valid method. RESULTS: omicplotR facilitates visual exploration of omic datasets for researchers with and without prior scripting knowledge. Reproducible visualizations include principal component analysis, hierarchical clustering, MA plots and effect plots. We demonstrate the functionality of omicplotR using a publicly available metatranscriptome dataset. CONCLUSIONS: omicplotR provides a graphical user interface to explore sequence count data using generalizable compositional methods, facilitating visualization for investigators without command-line experience.


Assuntos
Bases de Dados como Assunto , Genômica , Software , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , Análise de Componente Principal
4.
Appl Environ Microbiol ; 81(15): 4965-75, 2015 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-25979893

RESUMO

The nutritional status of pregnant women is vital for healthy outcomes and is a concern for a large proportion of the world's population. The role of the microbiota in pregnancy and nutrition is a promising new area of study with potential health ramifications. In many African countries, maternal and infant death and morbidity are associated with malnutrition. Here, we assess the influence of probiotic yogurt containing Lactobacillus rhamnosus GR-1, supplemented with Moringa plant as a source of micronutrients, on the health and oral, gut, vaginal, and milk microbiotas of 56 pregnant women in Tanzania. In an open-label study design, 26 subjects received yogurt daily, and 30 were untreated during the last two trimesters and for 1 month after birth. Samples were analyzed using 16S rRNA gene sequencing, and dietary recalls were recorded. Women initially categorized as nourished or undernourished consumed similar calories and macronutrients, which may explain why there was no difference in the microbiota at any body site. Consumption of yogurt increased the relative abundance of Bifidobacterium and decreased Enterobacteriaceae in the newborn feces but had no effect on the mother's microbiota at any body site. The microbiota of the oral cavity and GI tract remained stable over pregnancy, but the vaginal microbiota showed a significant increase in diversity leading up to and after birth. In summary, daily micronutrient-supplemented probiotic yogurt provides a safe, affordable food for pregnant women in rural Tanzania, and the resultant improvement in the gut microbial profile of infants is worthy of further study.


Assuntos
Bactérias/classificação , Bactérias/isolamento & purificação , Dieta/métodos , Microbiota , Moringa , Probióticos/administração & dosagem , Iogurte , Bactérias/genética , Análise por Conglomerados , DNA Bacteriano/química , DNA Bacteriano/genética , DNA Ribossômico/química , DNA Ribossômico/genética , Feminino , Trato Gastrointestinal/microbiologia , Humanos , Lactente , Recém-Nascido , Leite Humano/microbiologia , Dados de Sequência Molecular , Mucosa Bucal/microbiologia , Filogenia , Gravidez , RNA Ribossômico 16S/genética , População Rural , Análise de Sequência de DNA , Tanzânia , Vagina/microbiologia
5.
Microb Ecol Health Dis ; 26: 27799, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26282697

RESUMO

BACKGROUND: The composition of the vaginal microbiota is known to be important for health. When infections occur, antimicrobial therapy is often poorly efficacious. OBJECTIVE AND DESIGN: We used 16S rRNA gene sequencing to characterize changes in the bacterial microbiota following oral antimicrobial and probiotic interventions. RESULTS: While the bacterial vaginal profiles of women with vulvovaginal candidiasis were dominated by lactobacilli as in healthy women, and unchanged by therapy, Gardnerella vaginalis, Prevotella, Atopobium, Sneathia, and Megasphaera dominated the vagina of women with bacterial vaginosis (BV), and treatment with tinidazole plus Lactobacillus reuteri RC-14+L. rhamnosus GR-1 resulted in an increased relative abundance of indigenous L. iners or L. crispatus. CONCLUSIONS: The ability to restore homeostasis provides a rationale for conjoint use of probiotics with antibiotic treatment of BV.

6.
Appl Environ Microbiol ; 80(10): 3007-14, 2014 May.
Artigo em Inglês | MEDLINE | ID: mdl-24610844

RESUMO

In recent years, a greater appreciation for the microbes inhabiting human body sites has emerged. In the female mammary gland, milk has been shown to contain bacterial species, ostensibly reaching the ducts from the skin. We decided to investigate whether there is a microbiome within the mammary tissue. Using 16S rRNA sequencing and culture, we analyzed breast tissue from 81 women with and without cancer in Canada and Ireland. A diverse population of bacteria was detected within tissue collected from sites all around the breast in women aged 18 to 90, not all of whom had a history of lactation. The principal phylum was Proteobacteria. The most abundant taxa in the Canadian samples were Bacillus (11.4%), Acinetobacter (10.0%), Enterobacteriaceae (8.3%), Pseudomonas (6.5%), Staphylococcus (6.5%), Propionibacterium (5.8%), Comamonadaceae (5.7%), Gammaproteobacteria (5.0%), and Prevotella (5.0%). In the Irish samples the most abundant taxa were Enterobacteriaceae (30.8%), Staphylococcus (12.7%), Listeria welshimeri (12.1%), Propionibacterium (10.1%), and Pseudomonas (5.3%). None of the subjects had signs or symptoms of infection, but the presence of viable bacteria was confirmed in some samples by culture. The extent to which these organisms play a role in health or disease remains to be determined.


Assuntos
Bactérias/isolamento & purificação , Mama/microbiologia , Microbiota , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Bactérias/classificação , Bactérias/genética , Biodiversidade , Canadá , Feminino , Humanos , Pessoa de Meia-Idade , Adulto Jovem
7.
Proc Natl Acad Sci U S A ; 108 Suppl 1: 4688-95, 2011 Mar 15.
Artigo em Inglês | MEDLINE | ID: mdl-21059957

RESUMO

Lactobacilli have long been regarded as important constituents of the healthy human vagina. Lactobacillus iners is the most frequently detected bacterial species in the vagina, but little is known about its characteristics. We report a description of the whole-genome sequence of L. iners AB-1 along with comparative analysis of published genomes of closely related strains of lactobacilli. The genome is the smallest Lactobacillus reported to date, with a 1.3-Mbp single chromosome. The genome seems to have undergone one or more rapid evolution events that resulted in large-scale gene loss and horizontal acquisition of a number of genes for survival in the vagina. L. iners may exhibit specialized adaptation mechanisms to the vaginal environment, such as an iron-sulfur cluster assembly system, and several unique σ factors to regulate gene transcription in this fluctuating environment. A potentially highly expressed homolog of a cholesterol-binding lysin may also contribute to host cell adhesion or act as a defense mechanism against other microbes. Notably, there is a lack of apparent adhesion proteins, but several cell-anchor proteins were identified and may be important for interaction with the host mucosal tissues. L. iners is widely present in healthy females as well as those suffering from bacterial vaginosis or who have undergone antimicrobial therapy, suggesting that it is an important indigenous species of the vagina.


Assuntos
Genoma Bacteriano/genética , Lactobacillus/genética , Vagina/microbiologia , Adaptação Biológica/genética , Adaptação Biológica/fisiologia , Sequência de Aminoácidos , Moléculas de Adesão Celular/metabolismo , Feminino , Humanos , Imuno-Histoquímica , Lactobacillus/ultraestrutura , Microscopia Eletrônica , Dados de Sequência Molecular , Análise de Sequência de DNA , Especificidade da Espécie
8.
Microorganisms ; 11(5)2023 May 06.
Artigo em Inglês | MEDLINE | ID: mdl-37317196

RESUMO

Skin acts as a barrier that promotes the colonization of bacteria, fungi, archaea, and viruses whose membership and function may differ depending on the various specialized niches or micro-environments of the skin. The group of microorganisms inhabiting the skin, also known as the skin microbiome, offers protection against pathogens while actively interacting with the host's immune system. Some members of the skin microbiome can also act as opportunistic pathogens. The skin microbiome is influenced by factors such as skin site, birth mode, genetics, environment, skin products, and skin conditions. The association(s) of the skin microbiome with health and disease has (have) been identified and characterized via culture-dependent and culture-independent methods. Culture-independent methods (such as high-throughput sequencing), in particular, have expanded our understanding of the skin microbiome's role in maintaining health or promoting disease. However, the intrinsic challenges associated with the low microbial biomass and high host content of skin microbiome samples have hindered advancements in the field. In addition, the limitations of current collection and extraction methods and biases derived from sample preparation and analysis have significantly influenced the results and conclusions of many skin microbiome studies. Therefore, the present review discusses the technical challenges associated with the collection and processing of skin microbiome samples, the advantages and disadvantages of current sequencing approaches, and potential future areas of focus for the field.

9.
Methods Mol Biol ; 1849: 193-213, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-30298256

RESUMO

The proper analysis of high-throughput sequencing datasets of mixed microbial communities (meta-transcriptomics) is substantially more complex than for datasets composed of single organisms. Adapting commonly used RNA-seq methods to the analysis of meta-transcriptome datasets can be misleading and not use all the available information in a consistent manner. However, meta-transcriptomic experiments can be investigated in a principled manner using Bayesian probabilistic modeling of the data at a functional level coupled with analysis under a compositional data analysis paradigm. We present a worked example for the differential functional evaluation of mixed-species microbial communities obtained from human clinical samples that were sequenced on an Illumina platform. We demonstrate methods to functionally map reads directly, conduct a compositionally appropriate exploratory data analysis, evaluate differential relative abundance, and finally identify compositionally associated (constant ratio) functions. Using these approaches we have found that meta-transcriptomic functional analyses are highly reproducible and convey significant information regarding the ecosystem.


Assuntos
Bactérias/genética , Biologia Computacional/métodos , Perfilação da Expressão Gênica/métodos , Sequenciamento de Nucleotídeos em Larga Escala/métodos , Metagenoma , Microbiota , Transcriptoma , Bactérias/classificação , Bactérias/isolamento & purificação , Humanos
10.
Front Microbiol ; 9: 1278, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29963028

RESUMO

Lactobacillus represents a versatile bacterial genus, which can adapt to a wide variety of ecological niches, including human body sites such as the intestinal and urogenital tract. In this study, the complete genome sequence of the vaginal probiotic Lactobacillus rhamnosus GR-1 was determined and compared to other L. rhamnosus strains at genomic and phenotypic level. The strain GR-1 was originally isolated from a female urethra, and was assessed with L. rhamnosus GG from a feces sample of a healthy male, and L. rhamnosus LC705 from a dairy product. A key difference is the absence in GR-1 and LC705 of the spaCBA locus required for pili-mediated intestinal epithelial adhesion. In addition, the L. rhamnosus GR-1 genome contains a unique cluster for exopolysaccharide production, which is postulated to synthesize glucose-rich, rhamnose-lacking exopolysaccharide molecules that are different from the galactose-rich extracellular polysaccharide of L. rhamnosus GG. Compared to L. rhamnosus GG, L. rhamnosus GR-1 was also genetically predicted and experimentally shown to better metabolize lactose and maltose, and to better withstand oxidative stress, which is of relevance in the vagina. This study could thus provide a molecular framework for the selection of the optimal probiotic strain for each targeted niche and condition, but further substantiation of niche adaptation mechanisms of lactobacilli is warranted.

11.
PLoS One ; 13(6): e0195081, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29912913

RESUMO

BACKGROUND: While the global market for probiotics is soon to reach in excess of US$50 billion, the continent of Africa has been largely ignored, despite these products having the ability to reduce the burden of disease and death. TRIAL DESIGN: The present randomised, blinded, placebo-controlled clinical trial was undertaken in Rwanda, a country devoid of well-documented probiotics. The primary outcome aim was to examine receptivity and compliance for orally administered probiotic capsules containing Lactobacillus rhamnosus GR-1 and Lactobacillus reuteri RC-14 in pregnant women and assess any initial side effects or changes to the vaginal microbiome. METHODS: Pregnant women between the ages of 18 and 55 were recruited from the Nyamata District Hospital in Rwanda and randomly assigned to receive probiotic or placebo capsules for one month. Clinicians were blinded to the treatments. RESULTS: The drop-out rate was 21%, with 13 of 18 women in the placebo group and 17 of 20 in the probiotic group completing the study. Only 13 women returned for birthing and additional sample collection. No side effects of either treatment group were reported. Microbiota and metabolomics data showed similar findings to those reported in the literature, with low bacterial diversity and Lactobacillus dominance associated with a healthy vagina, and birthing associated with high diversity. Despite the small sample size and lack of changes in the microbiota, women in the placebo arm were significantly more likely to give birth pre-term. CONCLUSION: Overall women were receptive to the probiotic concept, but the lack of information on such products and logistical and economical challenges pose problems for wider population engagement. TRIAL REGISTRATION: ClinicalTrials.gov NCT02150655.


Assuntos
Lacticaseibacillus rhamnosus , Microbiota , Probióticos/administração & dosagem , Vagina/microbiologia , Adolescente , Adulto , Feminino , Humanos , Pessoa de Meia-Idade , Projetos Piloto , Gravidez , Ruanda
12.
Front Microbiol ; 8: 2224, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-29187837

RESUMO

Datasets collected by high-throughput sequencing (HTS) of 16S rRNA gene amplimers, metagenomes or metatranscriptomes are commonplace and being used to study human disease states, ecological differences between sites, and the built environment. There is increasing awareness that microbiome datasets generated by HTS are compositional because they have an arbitrary total imposed by the instrument. However, many investigators are either unaware of this or assume specific properties of the compositional data. The purpose of this review is to alert investigators to the dangers inherent in ignoring the compositional nature of the data, and point out that HTS datasets derived from microbiome studies can and should be treated as compositions at all stages of analysis. We briefly introduce compositional data, illustrate the pathologies that occur when compositional data are analyzed inappropriately, and finally give guidance and point to resources and examples for the analysis of microbiome datasets using compositional data analysis.

13.
Sci Rep ; 6: 37437, 2016 11 21.
Artigo em Inglês | MEDLINE | ID: mdl-27869151

RESUMO

The probiotic Lactobacillus rhamnosus GR-1 has been documented to survive implantation onto the vaginal epithelium and interfere with urogenital pathogens. However, the molecular mechanisms involved are largely unknown. Here, we report for the first time the construction of dedicated knock-out mutants in L. rhamnosus GR-1 to enable the study of gene functions. In a search for genes responsible for the adherence capacity of L. rhamnosus GR-1, a genomic region encoding a protein with homology to lectin-like proteins was identified. Phenotypic analyses of the knock-out mutant of L. rhamnosus GR-1 revealed a two-fold decreased adhesion to the vaginal and ectocervical epithelial cell lines compared to wild-type. In contrast, the adhesion to gastro-intestinal epithelial (Caco2) and endocervical cell lines (Hela and End1/E6E7) was not drastically affected by the mutation, suggesting that the LGR-1_Llp1 lectins mediates tissue tropism. The purified LGR-1_Llp1 protein also inhibited biofilm formation and adhesion of uropathogenic Escherichia coli. For the first time, an important role for a novel lectin-like protein in the adhesion capacity and host cell-specific interaction of a vaginal probiotic Lactobacillus strain has been discovered, with an additional role in pathogen inhibition.


Assuntos
Aderência Bacteriana/efeitos dos fármacos , Proteínas de Bactérias/farmacologia , Epitélio/microbiologia , Escherichia coli/fisiologia , Lacticaseibacillus rhamnosus/metabolismo , Lectinas/farmacologia , Staphylococcus aureus/fisiologia , Vagina/patologia , Proteínas de Bactérias/genética , Biofilmes/efeitos dos fármacos , Biofilmes/crescimento & desenvolvimento , Carboidratos/química , Quimiocinas/metabolismo , Epitélio/efeitos dos fármacos , Escherichia coli/efeitos dos fármacos , Feminino , Humanos , Imunidade/efeitos dos fármacos , Lectinas/genética , Manose/metabolismo , Anotação de Sequência Molecular , Staphylococcus aureus/efeitos dos fármacos
14.
Sci Rep ; 5: 14174, 2015 Sep 21.
Artigo em Inglês | MEDLINE | ID: mdl-26387596

RESUMO

Bacterial vaginosis (BV) increases transmission of HIV, enhances the risk of preterm labour, and is associated with malodour. Clinical diagnosis often relies on microscopy, which may not reflect the microbiota composition accurately. We use an untargeted metabolomics approach, whereby we normalize the weight of samples prior to analysis, to obtained precise measurements of metabolites in vaginal fluid. We identify biomarkers for BV with high sensitivity and specificity (AUC = 0.99) in a cohort of 131 pregnant and non-pregnant Rwandan women, and demonstrate that the vaginal metabolome is strongly associated with bacterial diversity. Metabolites associated with high diversity and clinical BV include 2-hydroxyisovalerate and γ-hydroxybutyrate (GHB), but not succinate, which is produced by both Lactobacillus crispatus and BV-associated anaerobes in vitro. Biomarkers associated with high diversity and clinical BV are independent of pregnancy status, and were validated in a blinded replication cohort from Tanzania (n = 45), where we predicted clinical BV with 91% accuracy. Correlations between the metabolome and microbiota identified Gardnerella vaginalis as a putative producer of GHB, and we demonstrate production by this species in vitro. This work illustrates how changes in community structure alter the chemical composition of the vagina, and identifies highly specific biomarkers for a common condition.


Assuntos
Gardnerella vaginalis/metabolismo , Lactobacillus/metabolismo , Microbiota , Vagina/microbiologia , Vaginose Bacteriana/microbiologia , Adulto , Biodiversidade , Biomarcadores , Feminino , Gardnerella vaginalis/isolamento & purificação , Humanos , Lactobacillus/isolamento & purificação , Metabolômica , Pessoa de Meia-Idade , Gravidez , Ruanda , Oxibato de Sódio/análise , Valeratos/análise , Adulto Jovem
15.
mBio ; 6(2)2015 Mar 31.
Artigo em Inglês | MEDLINE | ID: mdl-25827417

RESUMO

UNLABELLED: The capacity of subinhibitory levels of antibiotics to modulate bacterial virulence in vitro has recently been brought to light, raising concerns over the appropriateness of low-dose therapies, including antibiotic prophylaxis for recurrent urinary tract infection management. However, the mechanisms involved and their relevance in influencing pathogenesis have not been investigated. We characterized the ability of antibiotics to modulate virulence in the uropathogens Staphylococcus saprophyticus and Escherichia coli. Several antibiotics were able to induce the expression of adhesins critical to urothelial colonization, resulting in increased biofilm formation, colonization of murine bladders and kidneys, and promotion of intracellular niche formation. Mice receiving subinhibitory ciprofloxacin treatment were also more susceptible to severe infections and frequent recurrences. A ciprofloxacin prophylaxis model revealed this strategy to be ineffective in reducing recurrences and worsened infection by creating larger intracellular reservoirs at higher frequencies. Our study indicates that certain agents used for antibiotic prophylaxis have the potential to complicate infections. IMPORTANCE: Antibiotics are the mainstay treatment for bacterial infections; however, evidence is emerging that argues these agents may have off-target effects if sublethal concentrations are present. Most studies have focused on changes occurring in vitro, leaving questions regarding the clinical relevance in vivo. We utilized a murine urinary tract infection model to explore the potential impact of low-dose antibiotics on pathogenesis. Using this model, we showed that subinhibitory antibiotics prime uropathogens for adherence and invasion of murine urothelial tissues. These changes in initial colonization promoted the establishment of chronic infection. Furthermore, treatment of chronically infected mice with subtherapeutic ciprofloxacin served to exacerbate infection. A part of these changes was thought to be due to suppression of mucosal immunity, as demonstrated through reductions in cytokine secretion and migration of leukocytes into the urinary tract. This work identifies novel risk factors associated with antibiotic therapy when dosing strategies fall below subtherapeutic levels.


Assuntos
Antibacterianos/administração & dosagem , Infecções Bacterianas/tratamento farmacológico , Escherichia coli/efeitos dos fármacos , Escherichia coli/crescimento & desenvolvimento , Staphylococcus saprophyticus/efeitos dos fármacos , Staphylococcus saprophyticus/crescimento & desenvolvimento , Infecções Urinárias/tratamento farmacológico , Adesinas Bacterianas/metabolismo , Animais , Aderência Bacteriana , Infecções Bacterianas/imunologia , Biofilmes/crescimento & desenvolvimento , Modelos Animais de Doenças , Tratamento Farmacológico/métodos , Escherichia coli/imunologia , Escherichia coli/fisiologia , Feminino , Rim/microbiologia , Camundongos Endogâmicos C3H , Camundongos Endogâmicos C57BL , Recidiva , Staphylococcus saprophyticus/imunologia , Staphylococcus saprophyticus/fisiologia , Bexiga Urinária/microbiologia , Infecções Urinárias/imunologia , Virulência
16.
Microbiome ; 2: 15, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-24910773

RESUMO

BACKGROUND: Experimental designs that take advantage of high-throughput sequencing to generate datasets include RNA sequencing (RNA-seq), chromatin immunoprecipitation sequencing (ChIP-seq), sequencing of 16S rRNA gene fragments, metagenomic analysis and selective growth experiments. In each case the underlying data are similar and are composed of counts of sequencing reads mapped to a large number of features in each sample. Despite this underlying similarity, the data analysis methods used for these experimental designs are all different, and do not translate across experiments. Alternative methods have been developed in the physical and geological sciences that treat similar data as compositions. Compositional data analysis methods transform the data to relative abundances with the result that the analyses are more robust and reproducible. RESULTS: Data from an in vitro selective growth experiment, an RNA-seq experiment and the Human Microbiome Project 16S rRNA gene abundance dataset were examined by ALDEx2, a compositional data analysis tool that uses Bayesian methods to infer technical and statistical error. The ALDEx2 approach is shown to be suitable for all three types of data: it correctly identifies both the direction and differential abundance of features in the differential growth experiment, it identifies a substantially similar set of differentially expressed genes in the RNA-seq dataset as the leading tools and it identifies as differential the taxa that distinguish the tongue dorsum and buccal mucosa in the Human Microbiome Project dataset. The design of ALDEx2 reduces the number of false positive identifications that result from datasets composed of many features in few samples. CONCLUSION: Statistical analysis of high-throughput sequencing datasets composed of per feature counts showed that the ALDEx2 R package is a simple and robust tool, which can be applied to RNA-seq, 16S rRNA gene sequencing and differential growth datasets, and by extension to other techniques that use a similar approach.

17.
Reprod Sci ; 20(7): 791-6, 2013 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-23202727

RESUMO

Lactobacillus iners is prominent in the human vagina and is able to persist despite development of bacterial vaginosis and treatment with antibiotics. A probable factor in its persistent survival is its ability to be retained in the vaginal epithelia. Genome sequencing of the strain showed an organism deplete of many metabolic pathways, yet equipped with fibronectin (Fn)-binding adhesins. The objective of the present study was to assess the ability of L iners AB-1 to bind immobilized Fn. Results showed that the organism superiorly bound the protein compared to other species of Lactobacillus and known binders such as Staphylococcus aureus. Treatment of L iners cells by protease rendered its binding abilities to Fn nonfunctional. The findings indicate a mechanism of vaginal persistence for a Lactobacillus species, with implications for reproductive health.


Assuntos
Adesinas Bacterianas/metabolismo , Aderência Bacteriana/fisiologia , Fibronectinas/metabolismo , Lactobacillus/metabolismo , Vagina/microbiologia , Vagina/fisiologia , Feminino , Fibronectinas/genética , Humanos , Lactobacillus/genética , Staphylococcus aureus/genética , Staphylococcus aureus/metabolismo , Vaginose Bacteriana/genética , Vaginose Bacteriana/metabolismo
18.
PLoS One ; 8(7): e67019, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-23843979

RESUMO

Experimental variance is a major challenge when dealing with high-throughput sequencing data. This variance has several sources: sampling replication, technical replication, variability within biological conditions, and variability between biological conditions. The high per-sample cost of RNA-Seq often precludes the large number of experiments needed to partition observed variance into these categories as per standard ANOVA models. We show that the partitioning of within-condition to between-condition variation cannot reasonably be ignored, whether in single-organism RNA-Seq or in Meta-RNA-Seq experiments, and further find that commonly-used RNA-Seq analysis tools, as described in the literature, do not enforce the constraint that the sum of relative expression levels must be one, and thus report expression levels that are systematically distorted. These two factors lead to misleading inferences if not properly accommodated. As it is usually only the biological between-condition and within-condition differences that are of interest, we developed ALDEx, an ANOVA-like differential expression procedure, to identify genes with greater between- to within-condition differences. We show that the presence of differential expression and the magnitude of these comparative differences can be reasonably estimated with even very small sample sizes.


Assuntos
Sequenciamento de Nucleotídeos em Larga Escala/estatística & dados numéricos , Metagenoma , RNA Bacteriano/análise , RNA/análise , Análise de Sequência de RNA/estatística & dados numéricos , Análise de Variância , Bacillus cereus/genética , Bacillus cereus/metabolismo , Gardnerella vaginalis/genética , Gardnerella vaginalis/metabolismo , Expressão Gênica , Perfilação da Expressão Gênica , Humanos , Rim/citologia , Rim/metabolismo , Lactobacillus/genética , Lactobacillus/metabolismo , Fígado/citologia , Fígado/metabolismo , Megasphaera/genética , Megasphaera/metabolismo , Prevotella/genética , Prevotella/metabolismo , Reprodutibilidade dos Testes , Tamanho da Amostra
19.
Microbiome ; 1(1): 12, 2013 Apr 12.
Artigo em Inglês | MEDLINE | ID: mdl-24450540

RESUMO

BACKGROUND: Bacterial vaginosis (BV), the most common vaginal condition of reproductive-aged women, is associated with a highly diverse and heterogeneous microbiota. Here we present a proof-of-principle analysis to uncover the function of the microbiota using meta-RNA-seq to uncover genes and pathways that potentially differentiate healthy vaginal microbial communities from those in the dysbiotic state of bacterial vaginosis (BV). RESULTS: The predominant organism, Lactobacillus iners, was present in both conditions and showed a differing expression profile in BV compared to healthy. Despite its minimal genome, L. iners differentially expressed over 10% of its gene complement. Notably, in a BV environment L. iners increased expression of a cholesterol-dependent cytolysin, and of mucin and glycerol transport and related metabolic enzymes. Genes belonging to a CRISPR system were greatly upregulated suggesting that bacteriophage influence the community. Reflective of L. iners, the bacterial community as a whole demonstrated a preference for glycogen and glycerol as carbon sources under BV conditions. The predicted end-products of metabolism under BV conditions include an abundance of succinate and other short-chain fatty-acids, while healthy conditions are predicted to largely contain lactic acid. CONCLUSIONS: Our study underscores the importance of understanding the functional activity of the bacterial community in addition to characterizing the population structure when investigating the human microbiome.

20.
PLoS One ; 8(3): e59239, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-23527145

RESUMO

The vaginal microbiota, in particular Lactobacillus species, play an important role in female health through modulation of immunity, countering pathogens and maintaining a pH below 4.7. We report the isolation and genome sequence of Lactobacillus pentosus strain KCA1 (formally known as L. plantarum) from the vagina of a healthy Nigerian woman. The genome was sequenced using Illumina GA II technology. The resulting 16,920,226 paired-end reads were assembled with the Velvet tool. Contigs were annotated using the RAST server, and manually curated. A comparative analysis with the available genomes of L. pentosus IG1 and L. plantarum WCFS1 showed that over 15% of the predicted functional activities are found only in this strain. The strain has a chromosome sequence of 3,418,159 bp with a G+C content of 46.4%, and is devoid of plasmids. Novel gene clusters or variants of known genes relative to the reference genomes were found. In particular, the strain has loci encoding additional putative mannose phosphotransferase systems. Clusters of genes include those for utilization of hydantoin, isopropylmalate, malonate, rhamnosides, and genes for assimilation of polyglycans, suggesting the metabolic versatility of L. pentosus KCA1. Loci encoding putative phage defense systems were also found including clustered regularly interspaced short palindromic repeats (CRISPRs), abortive infection (Abi) systems and toxin-antitoxin systems (TA). A putative cluster of genes for biosynthesis of a cyclic bacteriocin precursor, here designated as pentocin KCA1 (penA) were identified. These findings add crucial information for understanding the genomic and geographic diversity of vaginal lactobacilli.


Assuntos
Regulação Bacteriana da Expressão Gênica/genética , Genoma Bacteriano/genética , Lactobacillus plantarum/genética , Filogenia , Vagina/microbiologia , Aminoácidos/biossíntese , Bacteriocinas/genética , Composição de Bases , Sequência de Bases , Feminino , Transferência Genética Horizontal/genética , Humanos , Proteínas de Membrana/genética , Dados de Sequência Molecular , Família Multigênica/genética , Nigéria , RNA Ribossômico 16S/genética , Alinhamento de Sequência , Análise de Sequência de DNA , Especificidade da Espécie
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